Use breakdowns to find a clearer optimization question
This walkthrough examines the performance already present in the account before searching for a new strategy. It focuses on differences between customer groups, platforms, and days, with the aim of turning reporting into a specific test.
Build the report from the metrics that matter
The demonstration starts a custom report and removes unnecessary defaults. Keep spend, purchase outcomes, and return visible in the breakdown. A useful table should make it easier to compare where the money goes and what each group produces.
Look for meaningful demographic differences
The age example shows substantially different results across groups. Review volume and business context before creating a narrower test. The useful idea is to investigate evidence of a stronger customer pocket, rather than assume the example age range is correct for every brand.
Compare platform delivery in context
The recording also compares Facebook and Instagram. A difference in spending alone does not establish that the smaller platform deserves removal. Look at performance, volume, and the creative available for each before changing the account's access to those placements.
Consider when the customer actually buys
The timing discussion connects purchase behavior with days of the week. Use enough history to see whether the pattern repeats, then test an appropriate budget adjustment. A store's own customer routine matters more than a generic assumption about which days should perform best.























